Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 1143 |
| Missing cells | 12348 |
| Missing cells (%) | 63.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 151.9 KiB |
| Average record size in memory | 136.1 B |
Variable types
| Categorical | 2 |
|---|---|
| TimeSeries | 15 |
inflation_expectations_CHL_CB has constant value "" | Constant |
Date has a high cardinality: 1143 distinct values | High cardinality |
chile_interest_rates_CHL_CB is highly overall correlated with headline_cpi_yoy_CHL_CB and 2 other fields | High correlation |
china_inflation_CHL_CB is highly overall correlated with daily_retail_sales_CHL_CB and 2 other fields | High correlation |
daily_retail_sales_CHL_CB is highly overall correlated with china_inflation_CHL_CB and 2 other fields | High correlation |
eurozone_inflation_CHL_CB is highly overall correlated with china_inflation_CHL_CB and 1 other fields | High correlation |
gdp_chained_volume_CHL_CB is highly overall correlated with imacec_monthly_activity_CHL_CB and 4 other fields | High correlation |
headline_cpi_yoy_CHL_CB is highly overall correlated with chile_interest_rates_CHL_CB and 4 other fields | High correlation |
imacec_monthly_activity_CHL_CB is highly overall correlated with gdp_chained_volume_CHL_CB and 4 other fields | High correlation |
m1_money_supply_CHL_CB is highly overall correlated with daily_retail_sales_CHL_CB and 6 other fields | High correlation |
m2_money_supply_CHL_CB is highly overall correlated with gdp_chained_volume_CHL_CB and 5 other fields | High correlation |
m3_money_supply_CHL_CB is highly overall correlated with gdp_chained_volume_CHL_CB and 5 other fields | High correlation |
oil_prices_CHL_CB is highly overall correlated with real_earning_index_(wages)_CHL_CB and 1 other fields | High correlation |
real_earning_index_(wages)_CHL_CB is highly overall correlated with chile_interest_rates_CHL_CB and 7 other fields | High correlation |
unemployment_rate_CHL_CB is highly overall correlated with chile_interest_rates_CHL_CB and 1 other fields | High correlation |
us_inflation_CHL_CB is highly overall correlated with china_inflation_CHL_CB and 2 other fields | High correlation |
chile_interest_rates_CHL_CB has 807 (70.6%) missing values | Missing |
china_inflation_CHL_CB has 780 (68.2%) missing values | Missing |
daily_retail_sales_CHL_CB has 1092 (95.5%) missing values | Missing |
eurozone_inflation_CHL_CB has 744 (65.1%) missing values | Missing |
gdp_chained_volume_CHL_CB has 1035 (90.6%) missing values | Missing |
imacec_monthly_activity_CHL_CB has 816 (71.4%) missing values | Missing |
inflation_expectations_CHL_CB has 1128 (98.7%) missing values | Missing |
m1_money_supply_CHL_CB has 454 (39.7%) missing values | Missing |
m2_money_supply_CHL_CB has 695 (60.8%) missing values | Missing |
m3_money_supply_CHL_CB has 695 (60.8%) missing values | Missing |
oil_prices_CHL_CB has 863 (75.5%) missing values | Missing |
real_earning_index_(wages)_CHL_CB has 942 (82.4%) missing values | Missing |
real_exchange_rate_CHL_CB has 696 (60.9%) missing values | Missing |
unemployment_rate_CHL_CB has 854 (74.7%) missing values | Missing |
us_inflation_CHL_CB has 744 (65.1%) missing values | Missing |
chile_interest_rates_CHL_CB is non stationary | Non stationary |
daily_retail_sales_CHL_CB is non stationary | Non stationary |
gdp_chained_volume_CHL_CB is non stationary | Non stationary |
imacec_monthly_activity_CHL_CB is non stationary | Non stationary |
m1_money_supply_CHL_CB is non stationary | Non stationary |
m2_money_supply_CHL_CB is non stationary | Non stationary |
m3_money_supply_CHL_CB is non stationary | Non stationary |
oil_prices_CHL_CB is non stationary | Non stationary |
real_earning_index_(wages)_CHL_CB is non stationary | Non stationary |
unemployment_rate_CHL_CB is non stationary | Non stationary |
Date is uniformly distributed | Uniform |
Date has unique values | Unique |
headline_cpi_yoy_CHL_CB has 25 (2.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-05-22 15:23:31.056571 |
|---|---|
| Analysis finished | 2023-05-22 15:24:10.565254 |
| Duration | 39.51 seconds |
| Software version | ydata-profiling vv4.1.2 |
| Download configuration | config.json |
Date
Categorical
HIGH CARDINALITY UNIFORM UNIQUE
| Distinct | 1143 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.1 KiB |
| 1928-03-01 | 1 |
|---|---|
| 1991-07-01 | 1 |
| 1992-01-01 | 1 |
| 1991-12-01 | 1 |
| 1991-11-01 | 1 |
| Other values (1138) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 11430 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1143 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 1928-03-01 |
|---|---|
| 2nd row | 1928-04-01 |
| 3rd row | 1928-05-01 |
| 4th row | 1928-06-01 |
| 5th row | 1928-07-01 |
Common Values
| Value | Count | Frequency (%) |
| 1928-03-01 | 1 | 0.1% |
| 1991-07-01 | 1 | 0.1% |
| 1992-01-01 | 1 | 0.1% |
| 1991-12-01 | 1 | 0.1% |
| 1991-11-01 | 1 | 0.1% |
| 1991-10-01 | 1 | 0.1% |
| 1991-09-01 | 1 | 0.1% |
| 1991-08-01 | 1 | 0.1% |
| 1991-06-01 | 1 | 0.1% |
| 1992-03-01 | 1 | 0.1% |
| Other values (1133) | 1133 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1928-03-01 | 1 | 0.1% |
| 1929-08-01 | 1 | 0.1% |
| 1928-05-01 | 1 | 0.1% |
| 1928-06-01 | 1 | 0.1% |
| 1928-07-01 | 1 | 0.1% |
| 1928-08-01 | 1 | 0.1% |
| 1928-09-01 | 1 | 0.1% |
| 1928-10-01 | 1 | 0.1% |
| 1928-11-01 | 1 | 0.1% |
| 1929-09-01 | 1 | 0.1% |
| Other values (1133) | 1133 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2720 | |
| 0 | 2617 | |
| - | 2286 | |
| 9 | 1197 | |
| 2 | 654 | 5.7% |
| 8 | 333 | 2.9% |
| 3 | 329 | 2.9% |
| 5 | 324 | 2.8% |
| 4 | 324 | 2.8% |
| 7 | 323 | 2.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 9144 | |
| Dash Punctuation | 2286 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2720 | |
| 0 | 2617 | |
| 9 | 1197 | |
| 2 | 654 | 7.2% |
| 8 | 333 | 3.6% |
| 3 | 329 | 3.6% |
| 5 | 324 | 3.5% |
| 4 | 324 | 3.5% |
| 7 | 323 | 3.5% |
| 6 | 323 | 3.5% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2286 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 11430 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2720 | |
| 0 | 2617 | |
| - | 2286 | |
| 9 | 1197 | |
| 2 | 654 | 5.7% |
| 8 | 333 | 2.9% |
| 3 | 329 | 2.9% |
| 5 | 324 | 2.8% |
| 4 | 324 | 2.8% |
| 7 | 323 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 11430 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2720 | |
| 0 | 2617 | |
| - | 2286 | |
| 9 | 1197 | |
| 2 | 654 | 5.7% |
| 8 | 333 | 2.9% |
| 3 | 329 | 2.9% |
| 5 | 324 | 2.8% |
| 4 | 324 | 2.8% |
| 7 | 323 | 2.8% |
chile_interest_rates_CHL_CB
Numeric time series
HIGH CORRELATION MISSING NON STATIONARY
| Distinct | 134 |
|---|---|
| Distinct (%) | 39.9% |
| Missing | 807 |
| Missing (%) | 70.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4048647 |
|---|---|
| Minimum | 0.5 |
| Maximum | 12.761905 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 0.5 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 2.75 |
| median | 4.35 |
| Q3 | 5.75 |
| 95-th percentile | 8.5 |
| Maximum | 12.761905 |
| Range | 12.261905 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4379397 |
|---|---|
| Coefficient of variation (CV) | 0.55346529 |
| Kurtosis | 0.41524585 |
| Mean | 4.4048647 |
| Median Absolute Deviation (MAD) | 1.6 |
| Skewness | 0.61852278 |
| Sum | 1480.0345 |
| Variance | 5.94355 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.1344490526 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5 | 37 | 3.2% |
| 0.5 | 25 | 2.2% |
| 3 | 19 | 1.7% |
| 2.5 | 18 | 1.6% |
| 2.75 | 14 | 1.2% |
| 3.5 | 14 | 1.2% |
| 5.25 | 12 | 1.0% |
| 1.75 | 11 | 1.0% |
| 7.5 | 10 | 0.9% |
| 6.5 | 9 | 0.8% |
| Other values (124) | 167 | 14.6% |
| (Missing) | 807 |
| Value | Count | Frequency (%) |
| 0.5 | 25 | |
| 0.58 | 1 | 0.1% |
| 0.63 | 1 | 0.1% |
| 0.74 | 1 | 0.1% |
| 0.75 | 1 | 0.1% |
| 1.04 | 1 | 0.1% |
| 1.24 | 1 | 0.1% |
| 1.36 | 1 | 0.1% |
| 1.38 | 1 | 0.1% |
| 1.5 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 12.76190476 | 1 | 0.1% |
| 11.25 | 6 | |
| 11.07 | 1 | 0.1% |
| 10.975 | 1 | 0.1% |
| 10.55 | 1 | 0.1% |
| 9.80952381 | 1 | 0.1% |
| 9.75 | 1 | 0.1% |
| 9.43 | 1 | 0.1% |
| 8.81 | 1 | 0.1% |
| 8.5 | 6 |
ACF and PACF
china_inflation_CHL_CB
Numeric time series
HIGH CORRELATION MISSING
| Distinct | 172 |
|---|---|
| Distinct (%) | 47.4% |
| Missing | 780 |
| Missing (%) | 68.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0134986 |
|---|---|
| Minimum | -8.2 |
| Maximum | 26 |
| Zeros | 4 |
| Zeros (%) | 0.3% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | -8.2 |
|---|---|
| 5-th percentile | -4.99 |
| Q1 | -1.6 |
| median | 1.9 |
| Q3 | 5.95 |
| 95-th percentile | 19.05 |
| Maximum | 26 |
| Range | 34.2 |
| Interquartile range (IQR) | 7.55 |
Descriptive statistics
| Standard deviation | 6.8032215 |
|---|---|
| Coefficient of variation (CV) | 2.2575824 |
| Kurtosis | 1.6932423 |
| Mean | 3.0134986 |
| Median Absolute Deviation (MAD) | 3.8 |
| Skewness | 1.2851347 |
| Sum | 1093.9 |
| Variance | 46.283823 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.004467685526 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1.4 | 7 | 0.6% |
| 0.1 | 7 | 0.6% |
| -2.1 | 5 | 0.4% |
| 3.5 | 5 | 0.4% |
| -1.3 | 5 | 0.4% |
| 2.7 | 5 | 0.4% |
| 6.4 | 5 | 0.4% |
| 6.8 | 5 | 0.4% |
| -1.6 | 5 | 0.4% |
| -5.9 | 5 | 0.4% |
| Other values (162) | 309 | 27.0% |
| (Missing) | 780 |
| Value | Count | Frequency (%) |
| -8.2 | 1 | 0.1% |
| -7.9 | 1 | 0.1% |
| -7.8 | 1 | 0.1% |
| -7.2 | 1 | 0.1% |
| -7 | 1 | 0.1% |
| -6.6 | 1 | 0.1% |
| -6 | 1 | 0.1% |
| -5.9 | 5 | |
| -5.8 | 1 | 0.1% |
| -5.7 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 26 | 1 | |
| 25.9 | 1 | |
| 25.7 | 1 | |
| 25.3 | 1 | |
| 24.6 | 1 | |
| 24.1 | 1 | |
| 22.5 | 1 | |
| 22.3 | 1 | |
| 22 | 1 | |
| 21.3 | 1 |
ACF and PACF
daily_retail_sales_CHL_CB
Numeric time series
HIGH CORRELATION MISSING NON STATIONARY
| Distinct | 51 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1092 |
| Missing (%) | 95.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.6921721 |
|---|---|
| Minimum | -27.548587 |
| Maximum | 79.067941 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | -27.548587 |
|---|---|
| 5-th percentile | -19.331194 |
| Q1 | -4.5695405 |
| median | 3.1158836 |
| Q3 | 21.451706 |
| 95-th percentile | 57.564785 |
| Maximum | 79.067941 |
| Range | 106.61653 |
| Interquartile range (IQR) | 26.021246 |
Descriptive statistics
| Standard deviation | 22.855268 |
|---|---|
| Coefficient of variation (CV) | 2.3581162 |
| Kurtosis | 2.2994994 |
| Mean | 9.6921721 |
| Median Absolute Deviation (MAD) | 11.797439 |
| Skewness | 1.3197014 |
| Sum | 494.30077 |
| Variance | 522.36327 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.2433094683 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5373735091 | 1 | 0.1% |
| 42.20354436 | 1 | 0.1% |
| 79.06794061 | 1 | 0.1% |
| 72.92602663 | 1 | 0.1% |
| 75.37014926 | 1 | 0.1% |
| 22.86279243 | 1 | 0.1% |
| 23.83480921 | 1 | 0.1% |
| 32.49997754 | 1 | 0.1% |
| 21.91236804 | 1 | 0.1% |
| 17.83070466 | 1 | 0.1% |
| Other values (41) | 41 | 3.6% |
| (Missing) | 1092 |
| Value | Count | Frequency (%) |
| -27.54858714 | 1 | |
| -26.20085501 | 1 | |
| -22.46357571 | 1 | |
| -16.19881187 | 1 | |
| -9.509134683 | 1 | |
| -9.108996557 | 1 | |
| -8.681555813 | 1 | |
| -8.407299069 | 1 | |
| -7.282983561 | 1 | |
| -7.145646865 | 1 |
| Value | Count | Frequency (%) |
| 79.06794061 | 1 | |
| 75.37014926 | 1 | |
| 72.92602663 | 1 | |
| 42.20354436 | 1 | |
| 37.75394613 | 1 | |
| 32.99772136 | 1 | |
| 32.49997754 | 1 | |
| 23.83480921 | 1 | |
| 23.47004057 | 1 | |
| 22.96342265 | 1 |
ACF and PACF
eurozone_inflation_CHL_CB
Numeric time series
HIGH CORRELATION MISSING
| Distinct | 133 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 744 |
| Missing (%) | 65.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8220551 |
|---|---|
| Minimum | -8.2 |
| Maximum | 43.4 |
| Zeros | 4 |
| Zeros (%) | 0.3% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | -8.2 |
|---|---|
| 5-th percentile | -3 |
| Q1 | -0.4 |
| median | 1.8 |
| Q3 | 3.9 |
| 95-th percentile | 10.69 |
| Maximum | 43.4 |
| Range | 51.6 |
| Interquartile range (IQR) | 4.3 |
Descriptive statistics
| Standard deviation | 6.7403245 |
|---|---|
| Coefficient of variation (CV) | 2.3884454 |
| Kurtosis | 15.537504 |
| Mean | 2.8220551 |
| Median Absolute Deviation (MAD) | 2.1 |
| Skewness | 3.5924703 |
| Sum | 1126 |
| Variance | 45.431975 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 3.226358376 × 10-6 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.6 | 11 | 1.0% |
| 1.5 | 11 | 1.0% |
| 1 | 10 | 0.9% |
| 4.3 | 10 | 0.9% |
| 1.3 | 9 | 0.8% |
| 1.1 | 9 | 0.8% |
| -0.5 | 8 | 0.7% |
| 2.2 | 8 | 0.7% |
| 2.5 | 8 | 0.7% |
| 2 | 8 | 0.7% |
| Other values (123) | 307 | |
| (Missing) | 744 |
| Value | Count | Frequency (%) |
| -8.2 | 1 | |
| -7.5 | 1 | |
| -7.2 | 1 | |
| -6.4 | 1 | |
| -6.3 | 1 | |
| -5.7 | 1 | |
| -5 | 1 | |
| -4.6 | 1 | |
| -4.5 | 1 | |
| -4.3 | 1 |
| Value | Count | Frequency (%) |
| 43.4 | 1 | |
| 41.8 | 1 | |
| 38 | 1 | |
| 37.2 | 1 | |
| 36.9 | 1 | |
| 36.1 | 2 | |
| 31.5 | 1 | |
| 30.7 | 1 | |
| 30.4 | 1 | |
| 26.9 | 1 |
ACF and PACF
gdp_chained_volume_CHL_CB
Numeric time series
HIGH CORRELATION MISSING NON STATIONARY
| Distinct | 108 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1035 |
| Missing (%) | 90.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35539.876 |
|---|---|
| Minimum | 19581.249 |
| Maximum | 54840.394 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 19581.249 |
|---|---|
| 5-th percentile | 21538.028 |
| Q1 | 25693.865 |
| median | 35504.99 |
| Q3 | 44385.702 |
| 95-th percentile | 49423.897 |
| Maximum | 54840.394 |
| Range | 35259.146 |
| Interquartile range (IQR) | 18691.837 |
Descriptive statistics
| Standard deviation | 9805.0404 |
|---|---|
| Coefficient of variation (CV) | 0.27588843 |
| Kurtosis | -1.3268715 |
| Mean | 35539.876 |
| Median Absolute Deviation (MAD) | 9233.0385 |
| Skewness | 0.015214021 |
| Sum | 3838306.6 |
| Variance | 96138818 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.8626938972 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 41321.58076 | 1 | 0.1% |
| 46406.79026 | 1 | 0.1% |
| 42486.52481 | 1 | 0.1% |
| 44343.76707 | 1 | 0.1% |
| 43392.76861 | 1 | 0.1% |
| 45575.77245 | 1 | 0.1% |
| 41541.38014 | 1 | 0.1% |
| 43459.58846 | 1 | 0.1% |
| 42332.20853 | 1 | 0.1% |
| 44804.09131 | 1 | 0.1% |
| Other values (98) | 98 | 8.6% |
| (Missing) | 1035 |
| Value | Count | Frequency (%) |
| 19581.24855 | 1 | |
| 20264.76288 | 1 | |
| 20368.67568 | 1 | |
| 21177.77624 | 1 | |
| 21401.29791 | 1 | |
| 21420.8115 | 1 | |
| 21755.71522 | 1 | |
| 21856.56818 | 1 | |
| 22010.46453 | 1 | |
| 22457.01443 | 1 |
| Value | Count | Frequency (%) |
| 54840.39406 | 1 | |
| 53588.91391 | 1 | |
| 51360.88537 | 1 | |
| 50613.1509 | 1 | |
| 50065.32781 | 1 | |
| 49459.58171 | 1 | |
| 49357.6246 | 1 | |
| 48844.12544 | 1 | |
| 48749.00093 | 1 | |
| 48666.06087 | 1 |
ACF and PACF
headline_cpi_yoy_CHL_CB
Numeric time series
HIGH CORRELATION ZEROS
| Distinct | 480 |
|---|---|
| Distinct (%) | 42.1% |
| Missing | 3 |
| Missing (%) | 0.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.646316 |
|---|---|
| Minimum | -7.5 |
| Maximum | 746.3 |
| Zeros | 25 |
| Zeros (%) | 2.2% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | -7.5 |
|---|---|
| 5-th percentile | 4.8819121 × 10-7 |
| Q1 | 3.8 |
| median | 13.2 |
| Q3 | 26.6 |
| 95-th percentile | 93.135 |
| Maximum | 746.3 |
| Range | 753.8 |
| Interquartile range (IQR) | 22.8 |
Descriptive statistics
| Standard deviation | 82.109688 |
|---|---|
| Coefficient of variation (CV) | 2.5151288 |
| Kurtosis | 34.066241 |
| Mean | 32.646316 |
| Median Absolute Deviation (MAD) | 10.1 |
| Skewness | 5.506757 |
| Sum | 37216.8 |
| Variance | 6742.0009 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.000135687494 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 25 | 2.2% |
| 3.8 | 13 | 1.1% |
| 2.7 | 13 | 1.1% |
| 2.8 | 13 | 1.1% |
| 2.6 | 12 | 1.0% |
| 1.9 | 12 | 1.0% |
| 2.9 | 11 | 1.0% |
| 3 | 10 | 0.9% |
| 2.5 | 10 | 0.9% |
| 4.5 | 9 | 0.8% |
| Other values (470) | 1012 |
| Value | Count | Frequency (%) |
| -7.5 | 1 | 0.1% |
| -5.2 | 2 | 0.2% |
| -3.9 | 1 | 0.1% |
| -3.8 | 1 | 0.1% |
| -3.6 | 2 | 0.2% |
| -2.7 | 2 | 0.2% |
| -2.3 | 1 | 0.1% |
| -1.9 | 4 | |
| -1.8 | 3 | |
| -1.4 | 5 |
| Value | Count | Frequency (%) |
| 746.3 | 1 | |
| 708.8 | 1 | |
| 704.6 | 1 | |
| 678.2 | 1 | |
| 670.2 | 1 | |
| 651.9 | 1 | |
| 637.2 | 1 | |
| 611.5 | 1 | |
| 529.1 | 1 | |
| 528.9 | 1 |
ACF and PACF
imacec_monthly_activity_CHL_CB
Numeric time series
HIGH CORRELATION MISSING NON STATIONARY
| Distinct | 327 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 816 |
| Missing (%) | 71.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.291914 |
|---|---|
| Minimum | 42.005682 |
| Maximum | 110.43318 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 42.005682 |
|---|---|
| 5-th percentile | 45.964893 |
| Q1 | 54.611088 |
| median | 73.67687 |
| Q3 | 93.739161 |
| 95-th percentile | 107.16272 |
| Maximum | 110.43318 |
| Range | 68.427497 |
| Interquartile range (IQR) | 39.128073 |
Descriptive statistics
| Standard deviation | 20.616081 |
|---|---|
| Coefficient of variation (CV) | 0.27381534 |
| Kurtosis | -1.370727 |
| Mean | 75.291914 |
| Median Absolute Deviation (MAD) | 19.900642 |
| Skewness | -0.015680875 |
| Sum | 24620.456 |
| Variance | 425.0228 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.8930036738 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90.89940452 | 1 | 0.1% |
| 90.63327284 | 1 | 0.1% |
| 90.94244072 | 1 | 0.1% |
| 91.41684889 | 1 | 0.1% |
| 91.32799788 | 1 | 0.1% |
| 90.77426146 | 1 | 0.1% |
| 90.75833367 | 1 | 0.1% |
| 90.04826549 | 1 | 0.1% |
| 89.86778399 | 1 | 0.1% |
| 90.56785215 | 1 | 0.1% |
| Other values (317) | 317 | 27.7% |
| (Missing) | 816 |
| Value | Count | Frequency (%) |
| 42.00568205 | 1 | |
| 42.50997692 | 1 | |
| 42.51195926 | 1 | |
| 42.55210001 | 1 | |
| 42.64422697 | 1 | |
| 43.09513573 | 1 | |
| 43.10127125 | 1 | |
| 43.21291333 | 1 | |
| 43.25623399 | 1 | |
| 43.69817969 | 1 |
| Value | Count | Frequency (%) |
| 110.4331795 | 1 | |
| 110.3460473 | 1 | |
| 109.9442462 | 1 | |
| 109.218388 | 1 | |
| 109.1673593 | 1 | |
| 109.0725518 | 1 | |
| 109.0468106 | 1 | |
| 108.8131366 | 1 | |
| 108.7279446 | 1 | |
| 108.5918787 | 1 |
ACF and PACF
inflation_expectations_CHL_CB
Categorical
CONSTANT MISSING
| Distinct | 1 |
|---|---|
| Distinct (%) | 6.7% |
| Missing | 1128 |
| Missing (%) | 98.7% |
| Memory size | 9.1 KiB |
| 3.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 45 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 15 | 1.3% |
| (Missing) | 1128 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 15 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 15 | |
| . | 15 | |
| 0 | 15 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 30 | |
| Other Punctuation | 15 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 15 | |
| 0 | 15 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 15 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 45 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 15 | |
| . | 15 | |
| 0 | 15 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 45 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 15 | |
| . | 15 | |
| 0 | 15 |
m1_money_supply_CHL_CB
Numeric time series
HIGH CORRELATION MISSING NON STATIONARY
| Distinct | 689 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 454 |
| Missing (%) | 39.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9584.3116 |
|---|---|
| Minimum | 0.0019602846 |
| Maximum | 80304.795 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 0.0019602846 |
|---|---|
| 5-th percentile | 0.0043832529 |
| Q1 | 69.620185 |
| median | 1629.28 |
| Q3 | 10535.2 |
| 95-th percentile | 50582.711 |
| Maximum | 80304.795 |
| Range | 80304.793 |
| Interquartile range (IQR) | 10465.58 |
Descriptive statistics
| Standard deviation | 16709.068 |
|---|---|
| Coefficient of variation (CV) | 1.743377 |
| Kurtosis | 5.528462 |
| Mean | 9584.3116 |
| Median Absolute Deviation (MAD) | 1629.2568 |
| Skewness | 2.3772416 |
| Sum | 6603590.7 |
| Variance | 2.7919297 × 108 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 1 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6088.11 | 1 | 0.1% |
| 4919.82 | 1 | 0.1% |
| 5008.82 | 1 | 0.1% |
| 5492.03 | 1 | 0.1% |
| 5654.42 | 1 | 0.1% |
| 5591.28 | 1 | 0.1% |
| 5951.71 | 1 | 0.1% |
| 5715.71 | 1 | 0.1% |
| 5981.1 | 1 | 0.1% |
| 6073.69 | 1 | 0.1% |
| Other values (679) | 679 | |
| (Missing) | 454 |
| Value | Count | Frequency (%) |
| 0.001960284607 | 1 | |
| 0.002051314637 | 1 | |
| 0.002112001323 | 1 | |
| 0.00222081883 | 1 | |
| 0.002314987827 | 1 | |
| 0.002340099559 | 1 | |
| 0.00247978357 | 1 | |
| 0.002582323144 | 1 | |
| 0.002602726427 | 1 | |
| 0.002692186973 | 1 |
| Value | Count | Frequency (%) |
| 80304.79465 | 1 | |
| 80282.65794 | 1 | |
| 79993.19183 | 1 | |
| 79859.34359 | 1 | |
| 79767.35235 | 1 | |
| 79243.54479 | 1 | |
| 78677.90252 | 1 | |
| 77008.42238 | 1 | |
| 76869.66203 | 1 | |
| 73610.65779 | 1 |
ACF and PACF
m2_money_supply_CHL_CB
Numeric time series
HIGH CORRELATION MISSING NON STATIONARY
| Distinct | 448 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 695 |
| Missing (%) | 60.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52959.333 |
|---|---|
| Minimum | 753.67 |
| Maximum | 188783.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 753.67 |
|---|---|
| 5-th percentile | 1315.4485 |
| Q1 | 8860.225 |
| median | 25250.055 |
| Q3 | 91285.748 |
| 95-th percentile | 165976.76 |
| Maximum | 188783.96 |
| Range | 188030.29 |
| Interquartile range (IQR) | 82425.523 |
Descriptive statistics
| Standard deviation | 54271.471 |
|---|---|
| Coefficient of variation (CV) | 1.0247763 |
| Kurtosis | -0.32233174 |
| Mean | 52959.333 |
| Median Absolute Deviation (MAD) | 23266.575 |
| Skewness | 0.9718855 |
| Sum | 23725781 |
| Variance | 2.9453926 × 109 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 1 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25594.12 | 1 | 0.1% |
| 65635.2875 | 1 | 0.1% |
| 65132.404 | 1 | 0.1% |
| 63985.5525 | 1 | 0.1% |
| 62565.236 | 1 | 0.1% |
| 61286.124 | 1 | 0.1% |
| 60641.1365 | 1 | 0.1% |
| 60852.053 | 1 | 0.1% |
| 60000.3645 | 1 | 0.1% |
| 58705.7395 | 1 | 0.1% |
| Other values (438) | 438 | |
| (Missing) | 695 |
| Value | Count | Frequency (%) |
| 753.67 | 1 | |
| 778.18 | 1 | |
| 792.86 | 1 | |
| 806.66 | 1 | |
| 819.9 | 1 | |
| 837.47 | 1 | |
| 859.19 | 1 | |
| 876.7 | 1 | |
| 891.26 | 1 | |
| 905.93 | 1 |
| Value | Count | Frequency (%) |
| 188783.9558 | 1 | |
| 187269.7152 | 1 | |
| 184464.4534 | 1 | |
| 183693.3577 | 1 | |
| 183319.591 | 1 | |
| 181438.8809 | 1 | |
| 181072.6285 | 1 | |
| 180477.3103 | 1 | |
| 178654.7568 | 1 | |
| 178208.2783 | 1 |
ACF and PACF
m3_money_supply_CHL_CB
Numeric time series
HIGH CORRELATION MISSING NON STATIONARY
| Distinct | 448 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 695 |
| Missing (%) | 60.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 90701.757 |
|---|---|
| Minimum | 1231.79 |
| Maximum | 319009.99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 1231.79 |
|---|---|
| 5-th percentile | 2201.539 |
| Q1 | 17993.685 |
| median | 50007.195 |
| Q3 | 147583.67 |
| 95-th percentile | 279352.74 |
| Maximum | 319009.99 |
| Range | 317778.2 |
| Interquartile range (IQR) | 129589.99 |
Descriptive statistics
| Standard deviation | 91144.249 |
|---|---|
| Coefficient of variation (CV) | 1.0048785 |
| Kurtosis | -0.17995102 |
| Mean | 90701.757 |
| Median Absolute Deviation (MAD) | 42574.736 |
| Skewness | 1.0169831 |
| Sum | 40634387 |
| Variance | 8.3072741 × 109 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 1 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 50388.84 | 1 | 0.1% |
| 109988.4875 | 1 | 0.1% |
| 108756.904 | 1 | 0.1% |
| 107005.4525 | 1 | 0.1% |
| 105261.336 | 1 | 0.1% |
| 103823.424 | 1 | 0.1% |
| 103135.3365 | 1 | 0.1% |
| 102276.453 | 1 | 0.1% |
| 100198.2645 | 1 | 0.1% |
| 98470.9395 | 1 | 0.1% |
| Other values (438) | 438 | |
| (Missing) | 695 |
| Value | Count | Frequency (%) |
| 1231.79 | 1 | |
| 1265.63 | 1 | |
| 1310.2 | 1 | |
| 1352.1 | 1 | |
| 1365.9 | 1 | |
| 1391.5 | 1 | |
| 1413.49 | 1 | |
| 1444.22 | 1 | |
| 1477.44 | 1 | |
| 1507.49 | 1 |
| Value | Count | Frequency (%) |
| 319009.991 | 1 | |
| 316633.9316 | 1 | |
| 313834.836 | 1 | |
| 313622.4183 | 1 | |
| 313602.0144 | 1 | |
| 313477.2261 | 1 | |
| 313310.1893 | 1 | |
| 313092.7719 | 1 | |
| 312922.6613 | 1 | |
| 311942.2091 | 1 |
ACF and PACF
oil_prices_CHL_CB
Numeric time series
HIGH CORRELATION MISSING NON STATIONARY
| Distinct | 276 |
|---|---|
| Distinct (%) | 98.6% |
| Missing | 863 |
| Missing (%) | 75.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.708786 |
|---|---|
| Minimum | 18.6 |
| Maximum | 133.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 18.6 |
|---|---|
| 5-th percentile | 25.3865 |
| Q1 | 43.045 |
| median | 62.875 |
| Q3 | 85.1175 |
| 95-th percentile | 113.7645 |
| Maximum | 133.9 |
| Range | 115.3 |
| Interquartile range (IQR) | 42.0725 |
Descriptive statistics
| Standard deviation | 29.411588 |
|---|---|
| Coefficient of variation (CV) | 0.44760511 |
| Kurtosis | -0.92594126 |
| Mean | 65.708786 |
| Median Absolute Deviation (MAD) | 20.7 |
| Skewness | 0.32242863 |
| Sum | 18398.46 |
| Variance | 865.04152 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.1029344466 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 74.31 | 2 | 0.2% |
| 27.55 | 2 | 0.2% |
| 62.33 | 2 | 0.2% |
| 25.64 | 2 | 0.2% |
| 62.34 | 1 | 0.1% |
| 48.12 | 1 | 0.1% |
| 47.24 | 1 | 0.1% |
| 46.99 | 1 | 0.1% |
| 55.87 | 1 | 0.1% |
| 59.39 | 1 | 0.1% |
| Other values (266) | 266 | 23.3% |
| (Missing) | 863 |
| Value | Count | Frequency (%) |
| 18.6 | 1 | |
| 18.94 | 1 | |
| 19.49 | 1 | |
| 20.29 | 1 | |
| 20.48 | 1 | |
| 22.54 | 1 | |
| 23.34 | 1 | |
| 23.69 | 1 | |
| 24.13 | 1 | |
| 24.18 | 1 |
| Value | Count | Frequency (%) |
| 133.9 | 1 | |
| 133.05 | 1 | |
| 124.93 | 1 | |
| 123.94 | 1 | |
| 123.04 | 1 | |
| 120.46 | 1 | |
| 120.08 | 1 | |
| 119.7 | 1 | |
| 116.46 | 1 | |
| 116.45 | 1 |
ACF and PACF
real_earning_index_(wages)_CHL_CB
Numeric time series
HIGH CORRELATION MISSING NON STATIONARY
| Distinct | 195 |
|---|---|
| Distinct (%) | 97.0% |
| Missing | 942 |
| Missing (%) | 82.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.818458 |
|---|---|
| Minimum | 70.59 |
| Maximum | 111.29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 70.59 |
|---|---|
| 5-th percentile | 75.39 |
| Q1 | 85.17 |
| median | 92.2 |
| Q3 | 98.92 |
| 95-th percentile | 106.39 |
| Maximum | 111.29 |
| Range | 40.7 |
| Interquartile range (IQR) | 13.75 |
Descriptive statistics
| Standard deviation | 9.5839755 |
|---|---|
| Coefficient of variation (CV) | 0.10437962 |
| Kurtosis | -0.59229548 |
| Mean | 91.818458 |
| Median Absolute Deviation (MAD) | 6.98 |
| Skewness | -0.29374299 |
| Sum | 18455.51 |
| Variance | 91.852587 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.9481881382 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 94.14 | 2 | 0.2% |
| 98.49 | 2 | 0.2% |
| 103.76 | 2 | 0.2% |
| 90.76 | 2 | 0.2% |
| 79.84 | 2 | 0.2% |
| 92.03 | 2 | 0.2% |
| 97.56 | 1 | 0.1% |
| 97.42 | 1 | 0.1% |
| 94.32 | 1 | 0.1% |
| 97.14 | 1 | 0.1% |
| Other values (185) | 185 | 16.2% |
| (Missing) | 942 |
| Value | Count | Frequency (%) |
| 70.59 | 1 | |
| 70.74 | 1 | |
| 70.85 | 1 | |
| 71.2 | 1 | |
| 71.24 | 1 | |
| 71.48 | 1 | |
| 71.54 | 1 | |
| 71.85 | 1 | |
| 74.9 | 1 | |
| 75.02 | 1 |
| Value | Count | Frequency (%) |
| 111.29 | 1 | |
| 109.78 | 1 | |
| 109.2 | 1 | |
| 108.94 | 1 | |
| 108.71 | 1 | |
| 108.37 | 1 | |
| 107.49 | 1 | |
| 107.38 | 1 | |
| 106.9 | 1 | |
| 106.45 | 1 |
ACF and PACF
real_exchange_rate_CHL_CB
Numeric time series
| Distinct | 447 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 696 |
| Missing (%) | 60.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95.847342 |
|---|---|
| Minimum | 75.265231 |
| Maximum | 119.77844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 75.265231 |
|---|---|
| 5-th percentile | 78.927202 |
| Q1 | 90.693088 |
| median | 95.087706 |
| Q3 | 101.17531 |
| 95-th percentile | 111.36545 |
| Maximum | 119.77844 |
| Range | 44.513213 |
| Interquartile range (IQR) | 10.482227 |
Descriptive statistics
| Standard deviation | 8.8644244 |
|---|---|
| Coefficient of variation (CV) | 0.092484822 |
| Kurtosis | -0.21323788 |
| Mean | 95.847342 |
| Median Absolute Deviation (MAD) | 5.3119235 |
| Skewness | 0.066135728 |
| Sum | 42843.762 |
| Variance | 78.57802 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.04261655558 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 98.65405489 | 1 | 0.1% |
| 91.01659815 | 1 | 0.1% |
| 90.5220946 | 1 | 0.1% |
| 91.28855116 | 1 | 0.1% |
| 91.33766123 | 1 | 0.1% |
| 90.01477011 | 1 | 0.1% |
| 91.46922808 | 1 | 0.1% |
| 87.40232777 | 1 | 0.1% |
| 88.91231385 | 1 | 0.1% |
| 89.0730835 | 1 | 0.1% |
| Other values (437) | 437 | |
| (Missing) | 696 |
| Value | Count | Frequency (%) |
| 75.26523131 | 1 | |
| 76.06869802 | 1 | |
| 76.53447047 | 1 | |
| 76.62270803 | 1 | |
| 76.97026414 | 1 | |
| 77.09648851 | 1 | |
| 77.56109103 | 1 | |
| 77.61080685 | 1 | |
| 77.72323618 | 1 | |
| 77.75899402 | 1 |
| Value | Count | Frequency (%) |
| 119.7784446 | 1 | |
| 115.9017167 | 1 | |
| 115.6877254 | 1 | |
| 115.2763854 | 1 | |
| 115.1852257 | 1 | |
| 115.1482405 | 1 | |
| 114.9650848 | 1 | |
| 114.2564674 | 1 | |
| 113.8832674 | 1 | |
| 113.3978336 | 1 |
ACF and PACF
unemployment_rate_CHL_CB
Numeric time series
HIGH CORRELATION MISSING NON STATIONARY
| Distinct | 287 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 854 |
| Missing (%) | 74.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.523521 |
|---|---|
| Minimum | 5.121823 |
| Maximum | 13.545649 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | 5.121823 |
|---|---|
| 5-th percentile | 6.0758816 |
| Q1 | 7.0754707 |
| median | 8.3796407 |
| Q3 | 9.9129934 |
| 95-th percentile | 11.597554 |
| Maximum | 13.545649 |
| Range | 8.423826 |
| Interquartile range (IQR) | 2.8375227 |
Descriptive statistics
| Standard deviation | 1.7657726 |
|---|---|
| Coefficient of variation (CV) | 0.20716469 |
| Kurtosis | -0.52465442 |
| Mean | 8.523521 |
| Median Absolute Deviation (MAD) | 1.369658 |
| Skewness | 0.37814458 |
| Sum | 2463.2976 |
| Variance | 3.117953 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 0.05552846532 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10.8 | 2 | 0.2% |
| 10.2 | 2 | 0.2% |
| 10.42009914 | 1 | 0.1% |
| 9.631665684 | 1 | 0.1% |
| 9.601495596 | 1 | 0.1% |
| 9.103608622 | 1 | 0.1% |
| 8.783655237 | 1 | 0.1% |
| 8.642775737 | 1 | 0.1% |
| 9.616050018 | 1 | 0.1% |
| 10.48480818 | 1 | 0.1% |
| Other values (277) | 277 | 24.2% |
| (Missing) | 854 |
| Value | Count | Frequency (%) |
| 5.121822978 | 1 | |
| 5.248044708 | 1 | |
| 5.29875791 | 1 | |
| 5.303764886 | 1 | |
| 5.341996506 | 1 | |
| 5.39186453 | 1 | |
| 5.437321892 | 1 | |
| 5.440257585 | 1 | |
| 5.666321647 | 1 | |
| 5.835819611 | 1 |
| Value | Count | Frequency (%) |
| 13.54564895 | 1 | |
| 13.35240296 | 1 | |
| 12.6603895 | 1 | |
| 12.57401331 | 1 | |
| 12.54888572 | 1 | |
| 12.41498447 | 1 | |
| 12.2069159 | 1 | |
| 12.20659535 | 1 | |
| 12.13695412 | 1 | |
| 11.96737029 | 1 |
ACF and PACF
us_inflation_CHL_CB
Numeric time series
HIGH CORRELATION MISSING
| Distinct | 346 |
|---|---|
| Distinct (%) | 86.7% |
| Missing | 744 |
| Missing (%) | 65.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7988722 |
|---|---|
| Minimum | -16.06 |
| Maximum | 22.69 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 9.1 KiB |
Quantile statistics
| Minimum | -16.06 |
|---|---|
| 5-th percentile | -6.573 |
| Q1 | -0.335 |
| median | 2.24 |
| Q3 | 5.555 |
| 95-th percentile | 13.839 |
| Maximum | 22.69 |
| Range | 38.75 |
| Interquartile range (IQR) | 5.89 |
Descriptive statistics
| Standard deviation | 6.0107943 |
|---|---|
| Coefficient of variation (CV) | 2.1475773 |
| Kurtosis | 1.9570133 |
| Mean | 2.7988722 |
| Median Absolute Deviation (MAD) | 3.1 |
| Skewness | 0.6606094 |
| Sum | 1116.75 |
| Variance | 36.129648 |
| Monotonicity | Not monotonic |
| Augmented Dickey-Fuller test p-value | 3.993018956 × 10-6 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.85 | 4 | 0.3% |
| 2.15 | 4 | 0.3% |
| 6.72 | 3 | 0.3% |
| 0.34 | 3 | 0.3% |
| 2.56 | 3 | 0.3% |
| 4.51 | 2 | 0.2% |
| 1.27 | 2 | 0.2% |
| 4.07 | 2 | 0.2% |
| 7.04 | 2 | 0.2% |
| 0.84 | 2 | 0.2% |
| Other values (336) | 372 | |
| (Missing) | 744 |
| Value | Count | Frequency (%) |
| -16.06 | 1 | |
| -13.17 | 1 | |
| -13.12 | 1 | |
| -12.06 | 1 | |
| -11.58 | 1 | |
| -11.42 | 1 | |
| -10.54 | 1 | |
| -8.38 | 1 | |
| -8.35 | 1 | |
| -8.21 | 2 |
| Value | Count | Frequency (%) |
| 22.69 | 1 | |
| 22.43 | 1 | |
| 22.37 | 1 | |
| 21.76 | 1 | |
| 21.5 | 1 | |
| 20.94 | 1 | |
| 20.55 | 1 | |
| 20.37 | 1 | |
| 20.34 | 1 | |
| 20.13 | 2 |
ACF and PACF
| chile_interest_rates_CHL_CB | china_inflation_CHL_CB | daily_retail_sales_CHL_CB | eurozone_inflation_CHL_CB | gdp_chained_volume_CHL_CB | headline_cpi_yoy_CHL_CB | imacec_monthly_activity_CHL_CB | m1_money_supply_CHL_CB | m2_money_supply_CHL_CB | m3_money_supply_CHL_CB | oil_prices_CHL_CB | real_earning_index_(wages)_CHL_CB | real_exchange_rate_CHL_CB | unemployment_rate_CHL_CB | us_inflation_CHL_CB | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| chile_interest_rates_CHL_CB | 1.000 | -0.099 | -0.306 | 0.181 | -0.456 | 0.659 | -0.420 | -0.474 | -0.450 | -0.452 | 0.256 | -0.519 | -0.428 | -0.686 | -0.021 |
| china_inflation_CHL_CB | -0.099 | 1.000 | 0.663 | 0.675 | 0.127 | 0.232 | 0.135 | -0.185 | -0.193 | -0.193 | 0.224 | -0.247 | 0.078 | -0.198 | 0.714 |
| daily_retail_sales_CHL_CB | -0.306 | 0.663 | 1.000 | 0.248 | 0.471 | 0.013 | 0.315 | 0.659 | 0.108 | 0.098 | 0.156 | NaN | 0.008 | NaN | 0.584 |
| eurozone_inflation_CHL_CB | 0.181 | 0.675 | 0.248 | 1.000 | 0.127 | 0.144 | 0.156 | 0.062 | 0.065 | 0.064 | 0.344 | 0.209 | 0.033 | 0.124 | 0.807 |
| gdp_chained_volume_CHL_CB | -0.456 | 0.127 | 0.471 | 0.127 | 1.000 | -0.153 | 0.990 | 0.981 | 0.982 | 0.982 | 0.493 | 0.963 | 0.453 | 0.182 | 0.099 |
| headline_cpi_yoy_CHL_CB | 0.659 | 0.232 | 0.013 | 0.144 | -0.153 | 1.000 | -0.111 | -0.829 | -0.621 | -0.622 | 0.152 | -0.581 | 0.397 | -0.196 | 0.007 |
| imacec_monthly_activity_CHL_CB | -0.420 | 0.135 | 0.315 | 0.156 | 0.990 | -0.111 | 1.000 | 0.989 | 0.990 | 0.989 | 0.491 | 0.983 | 0.480 | 0.195 | 0.108 |
| m1_money_supply_CHL_CB | -0.474 | -0.185 | 0.659 | 0.062 | 0.981 | -0.829 | 0.989 | 1.000 | 0.999 | 0.999 | 0.445 | 0.992 | -0.121 | 0.002 | 0.104 |
| m2_money_supply_CHL_CB | -0.450 | -0.193 | 0.108 | 0.065 | 0.982 | -0.621 | 0.990 | 0.999 | 1.000 | 1.000 | 0.451 | 0.993 | -0.120 | 0.013 | 0.102 |
| m3_money_supply_CHL_CB | -0.452 | -0.193 | 0.098 | 0.064 | 0.982 | -0.622 | 0.989 | 0.999 | 1.000 | 1.000 | 0.453 | 0.994 | -0.120 | 0.015 | 0.102 |
| oil_prices_CHL_CB | 0.256 | 0.224 | 0.156 | 0.344 | 0.493 | 0.152 | 0.491 | 0.445 | 0.451 | 0.453 | 1.000 | 0.839 | -0.208 | -0.503 | 0.319 |
| real_earning_index_(wages)_CHL_CB | -0.519 | -0.247 | NaN | 0.209 | 0.963 | -0.581 | 0.983 | 0.992 | 0.993 | 0.994 | 0.839 | 1.000 | 0.380 | 0.386 | 0.277 |
| real_exchange_rate_CHL_CB | -0.428 | 0.078 | 0.008 | 0.033 | 0.453 | 0.397 | 0.480 | -0.121 | -0.120 | -0.120 | -0.208 | 0.380 | 1.000 | 0.349 | 0.050 |
| unemployment_rate_CHL_CB | -0.686 | -0.198 | NaN | 0.124 | 0.182 | -0.196 | 0.195 | 0.002 | 0.013 | 0.015 | -0.503 | 0.386 | 0.349 | 1.000 | 0.214 |
| us_inflation_CHL_CB | -0.021 | 0.714 | 0.584 | 0.807 | 0.099 | 0.007 | 0.108 | 0.104 | 0.102 | 0.102 | 0.319 | 0.277 | 0.050 | 0.214 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Date | chile_interest_rates_CHL_CB | china_inflation_CHL_CB | daily_retail_sales_CHL_CB | eurozone_inflation_CHL_CB | gdp_chained_volume_CHL_CB | headline_cpi_yoy_CHL_CB | imacec_monthly_activity_CHL_CB | inflation_expectations_CHL_CB | m1_money_supply_CHL_CB | m2_money_supply_CHL_CB | m3_money_supply_CHL_CB | oil_prices_CHL_CB | real_earning_index_(wages)_CHL_CB | real_exchange_rate_CHL_CB | unemployment_rate_CHL_CB | us_inflation_CHL_CB | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1928-03-01 | NaN | NaN | NaN | NaN | NaN | 4.526516e-07 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | 1928-04-01 | NaN | NaN | NaN | NaN | NaN | 4.617559e-07 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | 1928-05-01 | NaN | NaN | NaN | NaN | NaN | 4.799945e-07 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | 1928-06-01 | NaN | NaN | NaN | NaN | NaN | 4.890816e-07 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | 1928-07-01 | NaN | NaN | NaN | NaN | NaN | 4.890999e-07 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | 1928-08-01 | NaN | NaN | NaN | NaN | NaN | 4.886226e-07 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 6 | 1928-09-01 | NaN | NaN | NaN | NaN | NaN | 5.255657e-07 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 7 | 1928-10-01 | NaN | NaN | NaN | NaN | NaN | 4.983095e-07 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 8 | 1928-11-01 | NaN | NaN | NaN | NaN | NaN | 4.986300e-07 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 9 | 1928-12-01 | NaN | NaN | NaN | NaN | NaN | 4.892538e-07 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| Date | chile_interest_rates_CHL_CB | china_inflation_CHL_CB | daily_retail_sales_CHL_CB | eurozone_inflation_CHL_CB | gdp_chained_volume_CHL_CB | headline_cpi_yoy_CHL_CB | imacec_monthly_activity_CHL_CB | inflation_expectations_CHL_CB | m1_money_supply_CHL_CB | m2_money_supply_CHL_CB | m3_money_supply_CHL_CB | oil_prices_CHL_CB | real_earning_index_(wages)_CHL_CB | real_exchange_rate_CHL_CB | unemployment_rate_CHL_CB | us_inflation_CHL_CB | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1133 | 2022-08-01 | 9.75 | 2.3 | -6.287312 | 43.4 | NaN | 14.1 | 108.124428 | 3.0 | 61025.337558 | 178208.278309 | 312922.661254 | 98.60 | NaN | 112.466292 | NaN | 15.48 |
| 1134 | 2022-09-01 | 10.55 | 0.9 | -7.145647 | 41.8 | NaN | 13.7 | 107.866148 | NaN | 60414.933520 | 180477.310337 | 311942.209102 | 90.16 | NaN | 111.359434 | NaN | 13.67 |
| 1135 | 2022-10-01 | 11.07 | -1.3 | -3.947288 | 30.4 | 53588.913914 | 12.8 | 108.168018 | NaN | 58695.154275 | 181438.880892 | 313310.189320 | 93.13 | NaN | 113.397834 | NaN | 10.23 |
| 1136 | 2022-11-01 | 11.25 | -1.3 | -8.407299 | 26.9 | NaN | 13.3 | 107.143717 | 3.0 | 56878.051434 | 181072.628494 | 313602.014392 | 91.07 | NaN | 108.251076 | NaN | 8.17 |
| 1137 | 2022-12-01 | 11.25 | -0.7 | -7.282984 | 24.5 | NaN | 12.8 | 107.034111 | NaN | 57838.778460 | 183319.590991 | 313092.771919 | 80.90 | NaN | 104.809544 | NaN | 6.87 |
| 1138 | 2023-01-01 | 11.25 | -0.8 | -4.919703 | 15.1 | NaN | 12.3 | 108.813137 | NaN | 56886.542870 | 184464.453354 | 313622.418301 | 83.09 | NaN | 100.303406 | NaN | 5.58 |
| 1139 | 2023-02-01 | 11.25 | -1.4 | -3.969387 | 13.3 | NaN | 11.9 | 108.362164 | NaN | 55924.828987 | 183693.357748 | 313477.226052 | 82.71 | NaN | 96.575178 | NaN | 2.39 |
| 1140 | 2023-03-01 | 11.25 | -2.5 | -6.779411 | 5.9 | NaN | 11.1 | 108.268069 | 3.0 | 55658.340408 | 187269.715174 | 316633.931561 | 78.53 | NaN | 96.451197 | NaN | -1.15 |
| 1141 | 2023-04-01 | 11.25 | NaN | NaN | NaN | NaN | 9.9 | NaN | NaN | 55688.394191 | 188783.955830 | 319009.990984 | 84.11 | NaN | NaN | NaN | NaN |
| 1142 | 2023-05-01 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 3.0 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |